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org.nd4j.linalg.api.ops.impl.transforms.RectifedLinear Maven / Gradle / Ivy
/*-
*
* * Copyright 2015 Skymind,Inc.
* *
* * Licensed under the Apache License, Version 2.0 (the "License");
* * you may not use this file except in compliance with the License.
* * You may obtain a copy of the License at
* *
* * http://www.apache.org/licenses/LICENSE-2.0
* *
* * Unless required by applicable law or agreed to in writing, software
* * distributed under the License is distributed on an "AS IS" BASIS,
* * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* * See the License for the specific language governing permissions and
* * limitations under the License.
*
*
*/
package org.nd4j.linalg.api.ops.impl.transforms;
import org.nd4j.linalg.api.complex.IComplexNumber;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.api.ops.BaseTransformOp;
import org.nd4j.linalg.api.ops.Op;
import org.nd4j.linalg.api.ops.TransformOp;
import org.nd4j.linalg.factory.Nd4j;
/**
*
* Rectified linear units
*
* @author Adam Gibson
*/
public class RectifedLinear extends BaseTransformOp {
private double cutoff = 0.0;
public RectifedLinear() {
this.extraArgs = new Object[] {cutoff};
}
public RectifedLinear(INDArray x, INDArray z, double cutoff) {
super(x, z);
this.cutoff = cutoff;
init(x, y, z, n); //Need to re-init to properly set cutoff in extra args array
}
public RectifedLinear(INDArray x, INDArray z, long n, double cutoff) {
super(x, z, n);
this.cutoff = cutoff;
init(x, y, z, n);
}
public RectifedLinear(INDArray x, INDArray y, INDArray z, long n, double cutoff) {
super(x, y, z, n);
this.cutoff = cutoff;
init(x, y, z, n);
}
public RectifedLinear(INDArray x, double cutoff) {
super(x);
this.cutoff = cutoff;
init(x, y, z, n);
}
public RectifedLinear(INDArray x, INDArray z) {
super(x, z);
}
public RectifedLinear(INDArray x, INDArray z, long n) {
super(x, z, n);
}
public RectifedLinear(INDArray x, INDArray y, INDArray z, long n) {
super(x, y, z, n);
}
public RectifedLinear(INDArray x, INDArray y, INDArray z) {
super(x, y, z, x.lengthLong());
}
public RectifedLinear(INDArray x) {
super(x);
}
@Override
public int opNum() {
return 33;
}
@Override
public String name() {
return "relu";
}
@Override
public IComplexNumber op(IComplexNumber origin, double other) {
return origin.realComponent().doubleValue() < cutoff ? Nd4j.createComplexNumber(cutoff, 0) : origin;
}
@Override
public IComplexNumber op(IComplexNumber origin, float other) {
return origin.realComponent().doubleValue() < cutoff ? Nd4j.createComplexNumber(cutoff, 0) : origin;
}
@Override
public IComplexNumber op(IComplexNumber origin, IComplexNumber other) {
return origin.realComponent().doubleValue() < cutoff ? Nd4j.createComplexNumber(cutoff, 0) : origin;
}
@Override
public float op(float origin, float other) {
return origin < cutoff ? (float) cutoff : origin;
}
@Override
public double op(double origin, double other) {
return origin < cutoff ? cutoff : origin;
}
@Override
public double op(double origin) {
return origin < cutoff ? cutoff : origin;
}
@Override
public float op(float origin) {
return origin < cutoff ? (float) cutoff : origin;
}
@Override
public IComplexNumber op(IComplexNumber origin) {
return origin.realComponent().doubleValue() < cutoff ? Nd4j.createComplexNumber(cutoff, 0) : origin;
}
@Override
public Op opForDimension(int index, int dimension) {
INDArray xAlongDimension = x.vectorAlongDimension(index, dimension);
if (y() != null)
return new RectifedLinear(xAlongDimension, y.vectorAlongDimension(index, dimension),
z.vectorAlongDimension(index, dimension), xAlongDimension.length(), cutoff);
else
return new RectifedLinear(xAlongDimension, z.vectorAlongDimension(index, dimension),
xAlongDimension.length(), cutoff);
}
@Override
public Op opForDimension(int index, int... dimension) {
INDArray xAlongDimension = x.tensorAlongDimension(index, dimension);
if (y() != null)
return new RectifedLinear(xAlongDimension, y.tensorAlongDimension(index, dimension),
z.tensorAlongDimension(index, dimension), xAlongDimension.length(), cutoff);
else
return new RectifedLinear(xAlongDimension, z.tensorAlongDimension(index, dimension),
xAlongDimension.length(), cutoff);
}
@Override
public TransformOp derivative() {
return new Step(x, y, z, n, cutoff);
}
@Override
public void init(INDArray x, INDArray y, INDArray z, long n) {
super.init(x, y, z, n);
this.extraArgs = new Object[] {cutoff};
}
}